Allocating access across a shared communications medium to user classes

ABSTRACT

A method of providing network access across a shared communications medium between competing users includes the steps of allocating to users network access for a future time interval, and then reallocating network access to the users during a succeeding time interval. The level of network access allocated to each user for each time interval is determined in accordance with fairness considerations, contractual provisions regarding network access, forecasted network access that will be utilized, forecasted network access that will be requested, and combinations thereof. In making the user allocations, the users are grouped within classes and the classes first are allocated network access and, then, the users within each class are allocated network access from the respective class allocation. The user allocations determine user allowances of network access representing limits on the amount of network access users can consume in a time interval.

CROSS-REFERENCE TO RELATED APPLICATION

This U.S. patent application claims priority under 35 U.S.C. 119 to the benefit of the filing date of U.S. provisional patent application serial No. 60/205,963, which was filed on May 19, 2000, and which is incorporated herein by reference. This application also incorporates herein by reference each of seven other co-pending U.S. patent applications to McKinnon et al. filed concurrently herewith in the U.S. Patent & Trademark Office and respectively bearing Ser. Nos. 09/801,155 (“Computerized Method For Allocating Access Across A Shared Communications Medium”); 09/800,608 (“Solicitations for Allocations of Access Across A Shared Communications Medium”); 09/800,674 (“Allocating Access Across A Shared Communications Medium”); 09/800,717 (“Monitoring and Allocating Access Across A Shared Communications Medium”); 09/800,735 (“Methods of Allocating Access Across A Shared Communications Medium”); 09/800,803 (“Allocating Access Across A Shared Communications Medium of a DOCSIS 1.0 Compliant Cable Network”); and 09/800,861 (“Allocating Access Across A Shared Communications Medium in a Carrier Network”), each of which relates to allocating access across a shared communications medium and is similarly titled.

FIELD OF THE PRESENT INVENTION

The present invention generally relates to allocating access across a shared communications medium and, in particular, to allocating bandwidth used to convey data of competing users across a shared communications medium of a Carrier Network.

BACKGROUND OF THE PRESENT INVENTION

As used herein, a “Carrier Network” generally refers to a computer network through which users (such as homes and businesses) communicate with various service providers. The Carrier Network extends from the location of each user to an intermediate switched/routed network (hereinafter “Intermediate Network”). The service providers, in turn, are connected to the Intermediate Network, either directly or indirectly via the Internet, for communications with the users. The Carrier Network is maintained by a “Carrier,” which also may serve as a service provider for certain services. For example, a Carrier or a related entity may serve as an Internet service provider (ISP).

Two prevalent types of Carrier Networks include a “Shared Access Carrier Network,” in which data of multiple users are conveyed together over a shared communications medium between the users and the Intermediate Network, and a “Dedicated Connection Carrier Network,” in which data of each user are conveyed alone between the user and the Intermediate Network and are not combined with data of other users. One of the most prevalent Shared Access Carrier Networks today is found in the Data-Over-Cable (DOC) Network, which includes the traditional network constructed from coaxial cable and the hybrid fiber coaxial (HFC) network constructed with both fiber optical cabling and coaxial cable. Other Shared Access Carrier Networks include wireless and digital subscriber line (xDSL) networks (the xDSL lines typically being aggregated onto an oversubscribed backhaul trunk into the Intermediate Network, with the trunk defining the shared communications medium).

For example, with regard to DOC Networks, and with reference to FIG. 1 wherein a conventional DOC Network 40 is illustrated, data packets are transmitted in a downstream direction from a cable modem termination system (CMTS) 30, which is located in a headend 36 (or distribution hub) of a Carrier, over a coaxial cable 32 to respective cable modems (CMs) 34 of users. All of the CMs 34 are attached by the coaxial cable 32 to the CMTS 30 in an inverted tree configuration, and each CM 34 connected to the coaxial cable 32 listens to all broadcasts from the CMTS 30 transmitted through the coaxial cable 32 for data packets addressed to it, and ignores all other data packets addressed to other CMs 34. Theoretically, a CM 34 is capable of receiving data in the downstream direction over a 6 MHz channel with a maximum connection speed of 30-40 Mbps. Data packets also are transmitted in the upstream direction over a 2 MHz channel by the CMs 34 to the CMTS 30 typically using time division multiplexing (TDM) and at a maximum connection speed of 1.5-10 Mbps.

The headend 36 in the DOC Network 40 includes a plurality of CMTSs, with each CMTS supporting multiple groups of CMs each connected together by a respective coaxial cable. Each such group of CMs connected to a CMTS defines a Shared Access Carrier Network, with the coaxial cable in each representing the shared communications medium. This arrangement of a group of CMs connected to a CMTS by a coaxial cable is referred to herein as a “Cable Network.” Accordingly, the DOC Network 40 includes a plurality of Cable Networks 38 originating from CMTSs at the headend 36 of the Carrier, with a particular Cable Network 38 being illustrated in an expanded view in FIG. 1. The DOC Network 40 also includes multiple headends 36,64,66.

In contrast to the Shared Access Carrier Network, a user in the Dedicated Connection Carrier Network establishes a dedicated connection directly with the Intermediate Network for the transfer of data directly therebetween, and no data of other users travel over the dedicated connection. Examples of a dedicated connection are shown for comparison in FIG. 1 and include a connection established by a telephony modem 74 and a connection established by an ISDN modem 76. Both downstream and upstream connection speeds in a Dedicated Connection Carrier Network range from a maximum of 53 kbps in a telephony modem connection to a maximum of 128 kbps in a basic rate interface ISDN connection.

Connection speeds and, more importantly, throughput rate—the amount of data actually transmitted successfully in a given time interval—are important in minimizing downtime that users spend waiting for HTML documents to download from the Web. A Shared Access Carrier Network is considered superior to a comparable Dedicated Connection Carrier Network because the maximum instantaneous connection speed offered by the Shared Access Carrier Network is greater. A Shared Access Carrier Network is considered “comparable” to a Dedicated Connection Carrier Network where the entire bandwidth over a shared communications medium of the Shared Access Carrier Network equals an aggregate bandwidth that is divided between and dedicated to users in a Dedicated Connection Carrier Network. Accordingly, Shared Access Carrier Networks are able to offer significantly faster downloads of web documents, emails, and file transfers that are not considered available in Dedicated Connection Carrier Networks.

Furthermore, new multimedia applications and Internet services, such as voice and video communications via the Internet, now are offered which require even greater throughput rates for acceptable levels of service than that of the traditional Internet services, i.e., throughput rates greater than that required for acceptable text-based Web browsing, file transferring, and email communication. It is believed that these new multimedia applications and Internet services cannot adequately be provided for over Dedicated Connection Carrier Networks and that, consequently, Shared Access Carrier Networks ultimately will prevail as the predominant type of Carrier Network for Internet access by users.

As Shared Access Carrier Networks emerge as the favored type of network, it is believed that open access to such networks by different competing service providers will become an important commercial and legislative issue. Moreover, as more and more service providers seek to provide users with services over Shared Access Carrier Networks, it is believed that users of such service providers will receive inadequate bandwidth over the Shared Access Carrier Networks to meet minimum standards of quality, especially in Cable Networks where bandwidth is provided on a best efforts basis.

Accordingly, it is believed that a need exists for a method by which a service provider competing for users of a shared communications medium can seek protection against bandwidth starvation of the users of the shared communications medium that are its customers. Conversely, it is also believed that a need exists for a method that will accommodate differing demands for network access by users competing for such access across the shared communications medium.

SUMMARY OF THE PRESENT INVENTION

Briefly summarized, the present invention relates to a method of providing network access across a shared communications medium between competing users. In particular, the present invention includes the steps of allocating network access to at least two “user classes” for a first future time interval and, for each user class, allocating network access to each user within the class for the first time interval. The present invention further includes the additional step of allocating network access to each user class for a second future time interval succeeding the first time interval and, for each user class, allocating network access to each user for the second time interval. Each user receives a first determined allowance of network access for utilization during the first time interval equal to that user's allocation for the first time interval, and a second determined allowance of network access for utilization during the second time interval equal to that user's allocation for the second time interval. The user allocations—and hence the user allowances—preferably differ as between the first and second time intervals.

As used herein, a “bandwidth allowance” represents a respective maximum level of network access that will be made available to a user class or to a user during a particular time interval, and does not necessarily represent the level of network access that will be utilized by the user class or user during such time interval.

As used herein, a “user class” is intended to refer to a grouping of users who compete for access across a shared communications medium and who have some characteristic in common. The characteristic may, for example, be that the users are customers who receive Internet service over the shared communications medium from the same service provider. The characteristic also may, for example, be that the users each subscribe to receive a particular level of network access across the shared communications medium, or that the users receive the same level of a particular service that is provided across the shared communications medium. Furthermore, a user class is a grouping of users to which, collectively, a determined amount of bandwidth is allocated as opposed to other user classes. In this regard, users that are not classified are considered to be part of a default user class having in common that fact that no other classification applies to them. Accordingly, all users of a shared communications network can be classified.

In features of the present invention, the method includes the steps of monitoring network access usage by the users, and forecasting network access usage of each user in a future time interval. Another feature includes the step of prioritizing the users for the allocation of network access.

One of many preferred embodiments of the present invention includes the monitoring of bandwidth consumption of each user across the shared communications medium of a Cable Network and tracking the collective bandwidth consumption of each user class; based on the monitored bandwidth consumptions, the forecasting of bandwidth consumption of each user in a future time interval and the calculation based thereon of the collective bandwidth consumption of each user class; the prioritization of users and the prioritization of user classes; and the subsequent allocation of bandwidth to each user class, and then to each user, in decreasing order of priority for determining bandwidth allowances during the future time interval. Users and user classes are prioritized based on one or more various prioritization policies, including fairness considerations such as individual or collective user throughput during a particular time interval, individual or collective user data loss for a particular time interval, individual or collective user bandwidth consumption for a particular time-of-day, an established minimum quality of service (QoS) standard, or combination thereof. Other prioritization policies include the prioritization of users and user classes based upon provisions found in each user's respective service level agreement (SLA) or provisions found in each class' service level agreement (CSLA), and the prioritization of users based upon each user's forecasted bandwidth consumption for the future time interval and the prioritization of user classes based upon each class' collective forecasted bandwidth consumption. In alternative embodiments, the bandwidth that is requested, rather than the bandwidth that is consumed, is monitored and forecasted.

BRIEF DESCRIPTION OF THE DRAWINGS

Further features and benefits of the present invention will be apparent from a detailed description of preferred embodiments thereof taken in conjunction with the following drawings, wherein like elements are referred to with like reference numbers, and wherein:

FIG. 1 illustrates a conventional DOC Network;

FIG. 2 illustrates a first DOC Network of the present invention;

FIG. 3 illustrates a second DOC Network of the present invention;

FIG. 4 illustrates a third DOC Network of the present invention;

FIG. 5 illustrates a fourth DOC Network of the present invention;

FIG. 6 illustrates a system architecture of software components that perform preferred methods of the present invention in the DOC Networks of FIGS. 2-5;

FIG. 7 illustrates a flowchart of the steps of a preferred routine for forecasting bandwidth of each user for a future time interval;

FIG. 8 illustrates a flowchart of the steps of generating a forecasted bandwidth for a user in accordance with the ARRSES Function of the preferred routine of FIG. 7;

FIG. 9 illustrates a flowchart of the steps of generating a forecasted bandwidth for a user in accordance with the HW Function of the preferred routine of FIG. 7;

FIG. 10 illustrates a graph of user throughput rates versus user data loss rates for two users relative to a target minimum QoS standard;

FIG. 11 illustrates a flowchart of a first preferred method of prioritizing classes and allocating collective bandwidth to each class;

FIG. 12 illustrates a flowchart of a second preferred method of prioritizing classes and allocating collective bandwidth to each class;

FIG. 13 illustrates a flowchart of a third preferred method of prioritizing classes and allocating collective bandwidth to each class;

FIG. 14 illustrates a flowchart of a fourth preferred method of prioritizing classes and allocating collective bandwidth to each class;

FIGS. 15a and 15 b illustrate a flowchart of a fifth preferred method of prioritizing classes and allocating collective bandwidth to each class;

FIGS. 16a and 16 b illustrate a flowchart of a sixth preferred method of prioritizing classes and allocating collective bandwidth to each class;

FIG. 17 illustrates a flowchart of a first preferred method of prioritizing users and allocating bandwidth to each user within a class;

FIG. 18 illustrates a flowchart of a second preferred method of prioritizing users and allocating bandwidth within a class;

FIG. 19 illustrates a flowchart of a third preferred method of prioritizing users and allocating bandwidth within a class;

FIG. 20 illustrates a flowchart of a fourth preferred method of prioritizing users and allocating bandwidth within a class;

FIGS. 21a and 21 b illustrate a flowchart of a fifth preferred method of prioritizing users and allocating bandwidth within a class;

FIGS. 22a and 22 b illustrate a flowchart of a sixth preferred method of prioritizing users and allocating bandwidth within a class;

FIG. 23 illustrates a flowchart of a preferred method of updating a DOC Network for a DOCSIS 1.0 compliant Cable Network;

FIG. 24 illustrates the allocation of bandwidth to users within a class during a first time interval;

FIG. 25 illustrates the allocation of bandwidth to the users of FIG. 24 during a second time interval; and

FIG. 26 illustrates a flowchart of a preferred method of soliciting a user to modify the user's SLA based on monitored network access usage of the user.

DETAILED DESCRIPTION OF PREFERRED EMBODIMENTS

In the following detailed description, numerous specific details are set forth with regard to preferred embodiments of the present invention in order to provide a thorough understanding of the present invention; however, it will be apparent to ordinary artisans that the present invention may be practiced without all of these specific details. Well-known structures and devices also are shown in block diagram form, the specific details of which are not considered a necessary part of the present invention. Furthermore, as will become apparent to ordinary artisans, the present invention may be embodied in or performed by hardware, firmware, or software, or various combinations thereof.

As described above, a conventional DOC Network 40 is shown in FIG. 1 and includes a plurality of Cable Networks 38, with a particular Cable Network 38 being illustrated in an expanded view and comprising a group of CMs 34, each connected to a computer 44 representing a user. Additionally, as used herein, “user” includes not only a person who interacts with a computer 44, but any additional persons who also interact with the same computer 44, as well as any group of persons all of whom interact with computers attached either to the same CM 34 or to the same computer 44 which, itself, is attached to a CM 34. While not shown, such additional arrangements are well known in the art.

The CMs 34 are connected by a coaxial cable 32 with a CMTS 30 and, specifically, to a card 31 mounted within the CMTS 30. Each of the CMTSs of the DOC Network 40 preferably includes a plurality of cards, with each card supporting a group of CMs connected thereto in an inverted tree configuration to define a Cable Network 38. Furthermore, each CMTS conventionally supports up to 1,500 users, although recent CMTSs have been introduced that support up to 15,000 users.

Each Cable Network 38 defines a Shared Access Carrier Network, wherein data of respective users in each are conveyed together through a shared coaxial cable. For instance, data packets (or frames) addressed to at least one of the computers 44 are transmitted by the CMTS 30 downstream over the coaxial cable 32 to all of the CMs 34 within a 6 MHz data channel. Conversely, data packets intended for delivery to the CMTS 30 and beyond are transmitted by a CM 34 upstream to the CMTS 30 over the coaxial cable 32 within a 2 MHz channel.

The Cable Network 38 shown in expanded view in FIG. 1 is a traditional all coaxial cable network. The other Cable Networks 38 collectively include both traditional all coaxial cable networks as well as HFC networks.

The CMTS 30 transmits and receives data packets between the Cable Networks 38 and an Intermediate Network 46, which begins with a router 48 in the headend 36, and includes switched and routed network equipment at a Regional Data Center 50 that provides connectivity to service providers 52,54,56,58, either directly or through the Internet 60. In this regard, during user communications the router 48 conveys data packets from the CMTS 30 to the Regional Data Center 50 of the DOC Network 40 and, conversely, routes data packets received from the Regional Data Center 50 to the appropriate CMTS for delivery to a particular user. Data packets that are conveyed to the Regional Data Center 50, in turn, are directed on to an appropriate service provider 52,54 directly connected to the Regional Data Center 50, or to an appropriate service provider 56,58 indirectly connected to the Regional Data Center 50 via the Internet 60. Alternatively, data packets from users are conveyed to a server of an application server group 62 of the Regional Data Center 50, which includes, for example, servers supporting Web hosting, news, chat, SMTP, POP3, Proxy, cache and content replication, and streaming media.

The Cable Networks 38 stemming from headend 36 are maintained by a Carrier which also may maintain the Regional Data Center 50 as well as serve as a service provider. Moreover, the Carrier may maintain the Cable Networks of additional headends 64,66, or of only one or more of the headends 64,66. In any event, the Cable Networks that are maintained by the Carrier are administered on a daily basis through an element management system (EMS) 68. The EMS 68 comprises an operations system designed specifically to configure and manage CMTSs and associated CMs, and includes a CM database 70. Operational tasks performed by the EMS 68 include provisioning, day-to-day administration, and testing of various components of each CMTS. The EMS 68 typically is located at a central network operations center of the Carrier, but may be collocated at the headend 36 of the Carrier as shown in FIG. 1.

The DOC Network 40 is managed through a control plane server group 72 typically located at the Regional Data Center 50. The control plane server group 72 includes the usual servers necessary to run the DOC Network 40, such as user authorization and accounting servers, log control servers (Syslog), IP address assignment and administration servers (DHCP, TFTP), domain name servers (DNS), and DOCSIS control servers.

For purposes of comparison, two dedicated connections also are shown in FIG. 1, wherein a telephony modem 74 and an ISDN modem 76 are connected directly to the Intermediate Network 46 at the Regional Data Center 50. As will be immediately apparent, data conveyed over each dedicated connection is between a single user and the Intermediate Network 46, and is not combined with data of other users over a shared communications medium as in each Cable Network 38.

As is common in conventional Cable Networks 38 such as those shown in the DOC Network 40 of FIG. 1, when a CM comes online the CM is assigned a configuration file which, inter alia, sets a constant limit on the bandwidth that can be utilized in the downstream direction by the CM during any particular interval of time, and sets a constant limit on the bandwidth that can be utilized in the upstream direction by the CM during any particular interval of time. The configuration file also includes other parameters, such as the IP address for the CM.

The configuration file for each CM conventionally is obtained by the CM when first brought online, or when the CM is reset. The upstream and downstream bandwidth limits are predetermined by the Carrier or other appropriate entity, the determination of which is based on the expected number of users to be serviced by the particular Cable Network 38 to which the CM belongs.

With particular regard to data transmissions in the downstream direction, when the bandwidth limit is reached in receiving data within a particular time interval, the CM transmits a signal to the router 48 to cease further data forwarding for the remainder of the time interval. Thereafter, whereas any data received by a CMTS is relayed on to the CM as the data is received, any additional data received by the router 48 during the remainder of this time interval is stored for later transmission in a buffer up to a threshold limit and, thereafter, any further data received within the time interval is dropped.

With regard to data transmissions in the upstream direction, when the CM registers with the CMTS following receipt by the CM of its configuration file, the CM informs the CMTS of the constant bandwidth limit to be applied to upstream transmissions from the CM. Then, actual requests for bandwidth (i.e., requests for timeslots) for transmission of data in the upstream direction are submitted regularly by each CM to the CMTS. In response to the submissions, the CMTS schedules timeslots in a particular time interval to the CMs for exclusive transmission of data within each timeslot by a respective CM. However, the CMTS does not grant an amount of bandwidth (by assigning too many timeslots) to a particular CM that would exceed the constant bandwidth limit for the particular CM.

The timeslots are assigned to requesting CMs based on an established assignment policy. For example, timeslots may be assigned by the CMTS on a first-in-first-out basis, or timeslots may be assigned equally to the CMs that request bandwidth within a particular window of time. The requesting CMs also may be prioritized by the CMTS for assignment of the timeslots.

Preferred embodiments 78,80,82,84 of a DOC Network in accordance with the present invention are shown, respectively, in FIGS. 2-5, wherein each includes a “network access manager” 86 in accordance with the present invention. In FIG. 2 the network access manager 86 is located in the headend 36 of the DOC Network 78, in FIG. 3 the network access manager 86 is located at the Regional Data Center 50 of the DOC Network 80, and in FIGS. 4-5 the network access manager 86 is remotely located, but is disposed for communication with the respective DOC Network 82,84, either directly as shown in the DOC Network 82 of FIG. 4, or indirectly via the Internet 60 as shown in the DOC Network 84 of FIG. 5.

The network access manager 86 preferably comprises a hardware component having software modules for performing methods in accordance with the present invention. For commercial purposes, especially in enhancing existing DOC Networks, preferably the network access manager 86 is self-contained and need only be connected in communication with the DOC Network to operate correctly. In a DOC Network that is being upgraded or established, preferably the software modules are distributed within the DOC Network itself and may or may not include any additional hardware components such as the network access manager 86. For example, the software modules may be incorporated into the EMS, CMTS, and control plane server group of a DOC Network, thereby avoiding the expense of additional computer hardware components.

In order to accommodate deployment and implementation of the present invention, the software modules preferably are designed as peers within a messaging infrastructure and, in particular, within a CORBA infrastructure 87, the system architecture of which is shown in FIG. 6. Due to the interoperability of the peers to the CORBA infrastructure 87, the separate modules readily call upon each other as described in detail below without regard to differences in location between the modules. Nevertheless, for ease of deployment, the network access manager 86 is best suited for deployment and implementation of the present invention in established DOC Networks, whether situated within the Intermediate Network as in FIGS. 2-3, or remotely situated as in FIGS. 4-5.

The software modules include a Data Collector 88, a Database Manager 90, Bandwidth Allocator 92, and GUI & Report Generating Engine 94. The Data Collector 88 and Bandwidth Allocator 92 each includes an external system interface layer 96,98, respectively, that enables it to communicate with network equipment of a DOC Network. In the system architecture of preferred embodiments, the Data Collector 88 communicates with each CMTS and CMs of each Cable Network for which network access is managed by the network access manager 86, and the Bandwidth Allocator 92 communicates with the control plane server group 72 of the DOC Network as well as with the CMTS and CMs.

If a DOC Network is DOCSIS 1.0 compliant, then each external system interface layer 96,98 is a DOCSIS external system interface layer. If a DOC Network uses proprietary interface specifications, then each external system interface layer 96,98 is designed based on the proprietary interface specifications. In either case, however, the Data Collector 88 and Bandwidth Allocator 92 generally need not be modified; only the external systems interface layers 96,98 thereof need be changed based on the particularities of the DOC Network. Each of the Data Collector 88 and Bandwidth Allocator 92 also includes a scheduling element 100,102, respectively, that schedules the timing of actions and communications thereof with the network equipment of a DOG Network.

The GUI & Report Generating Engine 94 communicates with an Administrator 106 of the network access manager 86, preferably through a web server, whereby the Administrator 106 sets up and configures the network access manager 86 and accesses reports generated by the network access manager 86, such as graphs of bandwidth consumption and bandwidth requested per time interval for a user. The Administrator 106 may be the Carrier, a service provider, or some other entity, such as the entity managing the Regional Data Center 50 or a third-party responsible for maintenance of the network access manager 86.

The Database Manager 90 stores configuration and setup information received from the GUI & Report Generating Engine 94, as well as information processed by the Data Collector 88. The Database Manager 90 also provides information to the Bandwidth Allocator 92 and GUI & Report Generating Engine 94 as requested via the CORBA infrastructure 87.

Having now described in detail the structure of preferred DOC Networks 78,80,82,84, preferred methods of the present invention will be described with reference thereto.

In accordance with preferred methods of the present invention, network access usages of each user in the upstream and downstream directions are monitored through the Data Collector 88. Specifically, the Data Collector 88 issues queries to the CMTS and CM to which counter values of logical data units (LUDs) are returned for a user. Preferably, counter values are returned for the number of bytes and the number of data packets that are transmitted in both the upstream and downstream directions, the number of bytes and the number of data packets that are dropped in both the upstream and downstream directions, the number of bytes and the number of packets that are requested to be transmitted in the upstream direction, and the time for which the counter values are returned. Accordingly, as used herein the phrase “monitoring network access usage” is intended to refer to the collection of data representative of at least one of (i) the number of LDUs that are transmitted in a particular direction across a shared communications medium; (ii) the number of LDUs that are dropped in transmitting in a particular direction across a shared communications medium; and (iii) the number of LDUs that are requested to be transmitted in a particular direction across a shared communications medium.

In a DOCSIS compliant DOC Network, the information is collected from the CMTS and CMs of a Cable Network via the simple network management protocol (SNMP). The counter values for bytes and data packets that are transmitted and that are dropped in the upstream direction from each CM, and the number of bytes and data packets that are requested to be transmitted in the upstream direction from each CM, are recorded by the CMTS in accordance with a management information base (MIB) of a DOCSIS compliant CMTS. Likewise, the counter values for bytes and data packets that are transmitted and that are dropped in the downstream direction from the CMTS to a CM are recorded by the CM in accordance with a MIB of a DOCSIS compliant CM. Both bytes and data packets are monitored since each data packet may vary in the number of bytes it contains.

The scheduling element 100 of the Data Collector 88 initiates the data collection from each CMTS and from the CMs connected thereto, preferably at different predetermined time intervals. For example, the data collection from a CMTS preferably occurs at five minute intervals and data collection from the CMs connected thereto preferably occurs at thirty minute intervals. The data collection from the CMs preferably is less often than the data collection from the CMTS in order to minimize consumption of bandwidth across the Cable Network that otherwise would be allocated to users.

When the counter values and time thereof are returned to the Data Collector 88, the Data Collector 88 calculates the change over time for each counter value to arrive at the average rates of bytes and data packets that are successfully transmitted, the average rates of bytes and data packets that are requested to be transmitted, and the average rates of bytes and data packets that are dropped. The respective rates and time intervals for the rates (as well as the counter values and time stamp data) are then communicated to the Database Manager 90, which stores the information in a user statistics table (“stats”) for later use by the Bandwidth Allocator 92 and GUI & Report Generating Engine 94.

The Bandwidth Allocator 92 continually determines the network access—or bandwidth in a Cable Network—that may be utilized by each user class, and by each user within each class, over succeeding time intervals. Each allowance is determined by first allocating bandwidth to the user classes, and then allocating bandwidth to the users in each class, in accordance with one or more selected allocation policies. Furthermore, as set forth above, each allowance is an amount of bandwidth up to which a user class or user may consume, but is not necessarily the amount of bandwidth that a user class or user will consume; it is an upper limit on such amount.

For example, with reference to FIG. 24, a selected allocation policy has resulted in the allocation of bandwidth to the users of the shared communications medium 2450 for a time interval extending from t₀ to (t₀+dt), User 2 and User K each is allocated a single bandwidth unit (b/w unit 3 and b/w unit X, respectively), while User 1 and User 3 each is allocated two bandwidth units (b/w unit 1 and b/w unit 2 to User 1, and b/w unit 4 and b/w unit 5 to User 3). As shown in FIG. 25, in the next time interval extending from (t₀+dt) to (t₀+2dt), User 1, User 3, and User K each is allocated a single bandwidth unit (b/w unit 1, b/w unit 5, and b/w unit X, respectively), while User 2 is allocated three bandwidth units (b/w unit 2, b/w unit 3, and b/w unit 4). In this example, all users are grouped within the same class, and the bandwidth units in this example broadly represent network access to the communication member 2400 that is shared between the users across the shared communications medium 2450.

In accordance with the present invention, respective user bandwidth allowances for each time interval are equated with these user allocations of bandwidth, whereby no user receives more bandwidth in a time interval than that user's respective bandwidth allowance for that time interval. Furthermore, it is important to distinguish what a user actually may be “allocated” in the context of the bandwidth that is actually utilized or consumed by such user, as opposed to bandwidth allocations to a user in accordance with the present invention. The bandwidth allocation in accordance with the present invention represents a limit on the amount of bandwidth that can be allocated to a user for a time interval—and hence is equated with a bandwidth allowance; it does not represent per se the amount of bandwidth that the user actually will utilize in the time interval.

In determining network access allocations (and thus allowances) in the preferred embodiments herein described, the Bandwidth Allocator 92 preferably performs three routines, including: the prediction of bandwidth of each user class, and each user within each class, in a predetermined future interval of time (“First Routine”); the prioritization of user classes, and users within each class, for allocation of bandwidth (“Second Routine”); and the actual allocation of bandwidth for each user class, and each user within each class, for determining the bandwidth allowances for the future time interval (“Third Routine”).

The First Routine preferably is performed utilizing statistical analysis of past bandwidth consumption of each user or, alternatively, past bandwidth requested for each user, and the forecasted bandwidth includes the bandwidth expected to be consumed by each user or, alternatively, the bandwidth expected to be requested by each user. Any function, method, or algorithm that generates an estimate of a future sample based on previously encountered samples may be used and many are well known in the art of statistical analysis as is evident from SPYROS MAKRIDAKIS ET AL., FORECASTING METHODS AND APPLICATIONS (3d. Ed. John Wiley & Sons 1998), which is hereby incorporated by reference. With regard to user classes, preferably a collective forecasted bandwidth for each class is determined by summing the forecasted bandwidth of all users within the class.

The preferred algorithm for predicting each user's forecasted bandwidth includes the combined use of an adaptive-response-rate single exponential smoothing function (ARRSES Function) and a Holt-Winters' seasonal exponential smoothing function (HW Function). These two functions are utilized according to the forecast generation flowchart of FIG. 7. The input includes a list of active users and the applicable time intervals for bandwidth allocation.

The First Routine 700 begins by identification (Step 702) of the users of the Cable Network to which bandwidth is to be allocated in the Third Routine. Then, for each user, bandwidth for a succeeding time interval is predicted according to either the ARRSES Function or HW Function by first determining (Step 704) whether the user previously has been assigned a forecast function. If not, then in Step 706 the ARRSES Function is assigned to the user and the ARRSES Function is used to generate and record the forecasted bandwidth for the succeeding time interval.

On the other hand, if it is determined in Step 704 that a forecast function is assigned, but it is determined in Step 707 that the forecast function is not the HW Function, then a determination is made (Step 708) whether to check for a seasonal cycle of the user. This determination in Step 708 is made by checking the elapsed time since the last seasonal check was made, with a seasonal check being made after a predetermined period of time elapses. If the determination in Step 708 is affirmative, then a seasonal identifier algorithm is executed (Step 710), in which an autocorrelation function and a seasonal identifier function are performed. The autocorrelation function is well known in the art of statistical analysis, and is used to identify elements in a time series which are influential on a current observation of that same series. Based on the output of the autocorrelation function, the seasonal identifier function identifies possible seasonal cycles of the time series by identifying local maxima of the results of the autocorrelation function.

Based on the results of the seasonal identifier function, a determination is made (Step 712) whether an actual seasonal pattern exists. If a seasonal pattern is not found, or if it is not yet time to check for a seasonal cycle, then a forecast is generated and recorded (Step 714) using the ARRSES Function. If a seasonal pattern is found, then the HW Function is assigned (Step 716) to the user, the HW Function is initialized (Step 718), and the first forecast is generated and recorded (Step 720) using the HW Function.

If it is determined in Step 707 that the current function assigned to the user already is the HW Function, then the determination is made (Step 722) whether the last forecasted bandwidth was acceptable. This determination is made by comparing whether the forecasted bandwidth was within 10% of the actual bandwidth consumed or requested. If this determination in Step 722 is negative, then the ARRSES Function is assigned to the user and the new forecast is generated and recorded in accordance with the ARRSES Function (Step 706). If the last forecast is determined (Step 722) to have been acceptable, then a determination is made (Step 724) whether the seasonal cycle has ended. If the seasonal cycle has ended, then the HW Function is reinitialized (Step 726), and the first forecast of the next seasonal cycle is generated and recorded (Step 728) via the HW Function. If the seasonal cycle has not expired, then the next forecast is generated and recorded (Step 730) in accordance with the HW Function.

Following each of Step 706, Step 714, Step 728, and Step 730, the Bandwidth Allocator 92 determines (Step 732) whether the forecasting has been completed for all users and, if not, then repeats (Step 738) a forecast loop for a remaining user. If it is determined in Step 732 that all users have been evaluated, then the forecasts are communicated (Step 736) to the Database Manager 90 and the forecasting routine ends.

A forecast of bandwidth for a user in a future time interval is generated in accordance with the ARRSES Function via the following formulas:

F_(N+1)=F_(N+αN) (B_(N)−F_(N))

α_(N+1)=|SE_(N)/SAE_(N)|

SE_(N+1)=SE_(N+β)(B_(N+1)−F_(N+1)−SE_(N))

SAE_(N)=β|(B_(N)−F_(N))|+(1−β) SAE_(N−1)

wherein,

F is the bandwidth that is expected to be consumed by a user for a time interval (or the bandwidth that is expected to be requested by a user);

B is the bandwidth that is actually consumed by a user for the time interval (or the bandwidth that is actually requested by a user);

N is the present time interval;

N−1 is the previous (immediate past) time interval;

N+1 is the next (immediate future) time interval; and

βis a selected parameter affecting the responsiveness to change of the ARRSES Function when the bandwidth of a user changes between time intervals.

Bandwidth is predicted both for the 6 MHz channel in the downstream direction as well as the 2 MHz channel in the upstream direction. Preferably each time interval is thirty minutes in length, but preferably may range from fifteen minutes to sixty minutes in length when bandwidth is forecast in the downstream direction. Preferably each time interval is five minutes in length, but preferably may range from one minute to fifteen minutes in length when bandwidth is forecast in the upstream direction.

The steps in generating a forecast in accordance with the ARRSES Function are set forth in FIG. 8, and include the calculation (Step 802) of a forecast error, the calculation (Step 804) of a smoothed error, the calculation (Step 806) of a smoothed absolute error, the calculation (Step 808) of alpha, and the calculation (Step 810) of the new forecast.

A forecast of bandwidth of a user for a future time interval is generated in accordance the HW Function via the following formulas:

L _(s)=1/s(Y ₁ +Y ₂ + . . . +Y _(s))

 b _(s)=1/s[(Y _(s+1) −Y ₁)/s+(Y _(s+2) −Y ₂)/s+ . . . +(Y _(2s) −Y _(s))/s]

S ₁ =Y ₁ /L _(s) , S ₂ =Y ₂ /L _(s) , . . . S _(s) =Y _(s) /L _(s)

L _(t)=α(Y _(t) /S _(t−s))+(1−α)(L _(t−1) +b _(t−1))

b _(t)=β(L _(t) −L _(t−1))+(1−β)b _(t−1)

S _(t) =γY _(t) /L _(t)+(1−γ)S _(t−s)

F _(t+m)=(L _(t) +b _(t) m)S _(t−a+m)

wherein,

L_(i)=an average level of bandwidth after time interval i,

b_(i)=the trend after time interval i,

s_(i)=the seasonal influence at time interval i,

s=length of seasonal cycle (in number of time intervals),

Y_(i)=monitored bandwidth consumed or requested in time interval i,

t=time of initialization,

m=the number of time intervals into the future for which a forecast is made,

and

α, β, and γ are parameters of the forecast method whose values are determined by doing a grid search over the domain of possible values of these parameters in an attempt to minimize the mean-squared-error of the forecast method, each of α, β, and γ falling between 0 and 1.

The steps in generating a forecast in accordance with the HW Function are set forth in FIG. 9, and include the initialization of the HW Function by determining L_(s), b_(s), and S₁, S₂, . . . , S_(s) in Step 902, if appropriate; the determination of the intermediate values of L_(t), b_(t), and S_(t) in Step 904; and the determination of the forecast in Step 906, all in accordance with the above formulas.

The Second Routine performed by the Bandwidth Allocator 92 comprises the prioritizing of user classes, and of users within each class, to determine respective orders of allocations. Prioritization is performed in accordance with one or more of various possible prioritization policies for users and for user classes. With regard to users within each class, the prioritization policies may depend upon, for example, (i) each user's SLA, (ii) each user's forecasted bandwidth, (iii) fairness considerations, or (iv) any combination thereof.

User SLAs that at least partially affect prioritization policies include those that specify, for example: (i) a guaranteed minimum level of bandwidth; (ii) a time-of-day (TOD) minimum level of bandwidth; or (iii) a guaranteed minimum level of bandwidth up to a maximum burstable level of bandwidth with target probability. Equivalently, such provisions also may be found in a CSLA for a class of which the user is a member.

Under a SLA or CSLA providing for a guaranteed minimum level of bandwidth for a user, a user will have a guaranteed minimum level of bandwidth for use at all times. Accordingly, if the available bandwidth to such a user otherwise would fall below the minimum guaranteed level, then such a user is given priority over all other users whose guaranteed minimum levels of bandwidth (if applicable) have been satisfied.

Similarly, under a SLA or CSLA providing for a TOD minimum level of bandwidth for a user, a user will have a guaranteed minimum level of bandwidth for a particular TOD. If the available bandwidth to such a user otherwise would fall below the minimum guaranteed level during the particular TOD, then such user is given priority over all other users whose guaranteed minimum levels of bandwidth (if applicable) have been satisfied.

Finally, under a SLA or CSLA providing for a guaranteed minimum level of bandwidth up to a maximum burstable level of bandwidth with target probability for a user, a user will have a guaranteed minimum level of bandwidth at all times and, in addition thereto, probably will have additional bandwidth up to a maximum level at any given time in accordance with the target probability. Accordingly, if the bandwidth available to such user otherwise would fall below the minimum guaranteed level, then the user is given priority over all other users whose guaranteed minimum levels of bandwidth (if applicable) have been satisfied. The user also is given priority over such other users in allocating additional bandwidth as needed up to the maximum level in accordance with the target probability.

Other SLA or CSLA provisions not relating to guaranteed levels of bandwidth also may affect a prioritization policy for users. Thus, for example, a SLA or CSLA may specify a fee (in dollars per unit time per unit bandwidth) that is paid based upon bandwidth consumption by a user for a particular amount of time, and the fee may be different as between users. Under these circumstances, prioritization may be determined so as to maximize fee revenues that are paid.

Similarly, a SLA or CSLA may specify a credit (in dollars per unit time per unit bandwidth) that is applied by the Carrier to an account based upon a bandwidth shortfall to a user for a particular amount of time when a guaranteed level of bandwidth for the user is not met. Moreover, the credit may be different as between users. Under these circumstances, prioritization may be determined so as to minimize the collective credits that a Carrier must apply.

An example of prioritization based upon the forecasted bandwidth of each user includes giving priority to a first user over all other users, each of whom have a forecasted bandwidth that is greater than that of the first user.

Prioritization may also be performed based on unilateral fairness considerations, especially when SLAs or CSLAs do not guarantee minimum levels of bandwidth for individual users, or when users otherwise would share equally in priority. Thus, users may be prioritized based on, for example: (i) the throughput of each of the users for a given time interval, with priority going to the user with the lesser throughput; (ii) data packets dropped over a given time interval, with priority going to the user with the greater data loss; and (iii) throughput experienced during a particular time of day or day of the week, with priority going to the user with the lesser throughput for the particular time of day or day of the week.

An example of fairness considerations that may be utilized in determining priority is illustrated in FIG. 10, wherein user throughput for a time interval is graphed against user data packets dropped in the time interval for Users A and B. A target QoS standard for minimum throughput and maximum packet loss rates are established by the Carrier, whereby in the illustrated example each user is prioritized based on the user's absolute distance from the target QoS standard. Thus, under this policy, User A experiencing higher throughput rate and a lower packet loss rate, and thus having a shorter distance from the standard, is prioritized lower than User B having a lower throughput rate and higher data loss rate.

With regard to user classes, prioritization policies are similar to those of the users and include, for example, (i) each CSLA, (ii) each class' collective forecasted bandwidth, (iii) fairness considerations, or (iv) any combination thereof.

CSLAs that at least partially affect prioritization policies for user classes include those that specify, for example: (i) a guaranteed minimum level of collective bandwidth for the user class; (ii) a time-of-day (TOD) minimum level of collective bandwidth for the user class; or (iii) a guaranteed minimum level of collective bandwidth up to a maximum burstable level of collective bandwidth with target probability for the user class.

Other CSLA provisions not relating to guaranteed levels of collective bandwidth also may affect a prioritization policy. Thus, for example, each CSLA may specify a fee (in dollars per unit time per unit bandwidth) that is paid based upon collective bandwidth consumption by the users of a class for a particular amount of time, and the fee may be different as between different classes of users. Under these circumstances, prioritization may be determined so as to maximize fee revenues that are paid to a Carrier.

Similarly, each CSLA may specify a credit (in dollars per unit time per unit bandwidth) that is applied by the Carrier based upon a collective bandwidth shortfall to the users of the class for a particular amount of time when a guaranteed level of collective bandwidth is not met. Moreover, the credit may be different as between user classes. Under these circumstances, prioritization may be determined so as to minimize the total credits that a Carrier may have to apply.

An example of prioritization based upon the collective forecasted bandwidth of each user class includes giving priority to a first user class over all other user classes, each of which has a respective collective forecasted bandwidth that is greater than that of the first user class.

Prioritization may also be performed based on unilateral fairness considerations, especially when CSLAs do not guarantee minimum levels of collective bandwidth, or when classes otherwise would share equally in priority. Thus, user classes may be prioritized based on, for example: (i) the collective throughput of the users of a class for a given time interval, with priority going to the class with the lesser collective throughput; (ii) the collective data packets of a user class that are dropped over a given time interval, with priority going to the user class with the greater collective data loss; and (iii) the collective throughput of the users of a class experienced during a particular time of day or day of the week, with priority going to the user class with the lesser collective throughput for the particular time of day or day of the week.

The Third Routine performed by the Bandwidth Allocator 92 is the allocation of bandwidth to the user classes, and then to the users within each class, in accordance with one or more allocation policies as desired. Examples of allocation policies for users include: (i) the equal distribution of all available bandwidth to all users; (ii) the distribution of all available bandwidth to all users proportional to each user's respective forecasted bandwidth; (iii) the distribution of bandwidth to each user equal to the user's respective forecasted bandwidth, with any surplus bandwidth being distributed to the users either equally or proportionally based upon the user's respective forecasted bandwidth; and (iv) the initial distribution of bandwidth to each user based upon the minimum of the user's guaranteed bandwidth or the forecasted bandwidth and, thereafter, incremental allocations of remaining bandwidth to all of the users.

Likewise, examples of allocation policies for user classes include: (i) the distribution of all available bandwidth by the Bandwidth Allocator 92 to all user classes proportional to the number of active users in each class; (ii) the distribution of all available bandwidth to all user classes proportional to each class' respective collective forecasted bandwidth; (iii) the distribution of bandwidth to each user class equal to the class' respective collective forecasted bandwidth, with any surplus bandwidth being distributed to the user classes either equally or proportionally based upon the class' respective collective forecasted bandwidth; and (iv) the initial distribution of bandwidth to each user class based upon the minimum of the class' guaranteed collective bandwidth or the collective forecasted bandwidth and, thereafter, incremental allocations of remaining bandwidth to all of the users classes.

Examples of alternate preferred methods of prioritizing user classes, and then allocating bandwidth to the classes, will now be described in detail, each of which utilizes one or more of the aforementioned user class prioritization and allocation policies. Alternative preferred methods of prioritizing users within each class, and then allocating bandwidth to the users in each class, are set forth thereafter. In either case, the preferred methods of prioritizing and allocating are initiated pursuant to the scheduling module 102 of the Bandwidth Allocator 92, which operates independently of the scheduling module 100 of the Data Collector 88.

With regard to prioritization of and allocation to user classes, a first preferred method 1100 is illustrated in FIG. 11 and begins with the retrieval (Step 1102) of the collective forecasted bandwidth from the Database Manager 90 for all active user classes. Whether a user class is active is determined by past collective bandwidth consumption of the class (or, alternatively, collective requested bandwidth for the users of the class), as revealed by the user stats maintained by the Database Manager 90. All user classes are then prioritized (Step 1104) based on each class' collective forecast in increasing order, whereby a class having a lesser collective forecasted bandwidth will be prioritized over a class having larger collective forecasted bandwidth. A “surplus” is then set (Step 1106) to the total bandwidth available for allocation to the classes in the particular direction of communication over the shared communications medium at issue, and the total bandwidth available is then allocated (Step 1108) to each user class in an amount equaling the collective forecasted bandwidth subject to a respective maximum collective bandwidth value of the user class. Preferably the maximum collective bandwidth value is determined either in the appropriate CSLA or by the Carrier, Administrator 106, or other entity. Allocation of bandwidth to a user class additionally is subject to the actual availability of bandwidth following previous allocations thereof to user classes with equal or higher priority.

Following allocations to all user classes, any bandwidth determined (Step 1110) to be remaining is then allocated (Step 1112) to the classes in amount proportional to the number of active users in each class, subject of course to the respective maximum collective bandwidth value of the class. The resulting class allocations are then recorded in the Database Manager 90 (Step 1114) as the bandwidth allowances for the classes.

The method 1200 illustrated in FIG. 12 is the same as that of FIG. 11, except that surplus bandwidth, if any, is allocated (Step 1102) proportional to the collective forecasted bandwidths of the user classes, again subject to the respective maximum collective bandwidth value of each user class.

The preferred method 1300 illustrated in FIG. 13 does not prioritize the user classes for purposes of allocation but, instead, treats all classes equally. The method 1300 begins with the retrieval (Step 1302) of the collective forecasted bandwidth of each user class from the Database Manager 90. The surplus is then set to the total bandwidth available in the particular direction of communication, and the sum of all the collective forecasts is calculated (Step 1304). The available bandwidth then is allocated (Step 1306) to all classes proportional to the class' collective forecasted bandwidth, again subject to the respective maximum collective bandwidth value for each class. The resulting class allocations then are recorded in the Database Manage 90 (Step 1308) as the bandwidth allowances for the classes.

The preferred method 1400 illustrated in FIG. 14 seeks to maximize revenues from fees (F) that are paid for class bandwidth consumption. The method 1400 begins with the retrieval (Step 1402) of the collective forecast for each user class as well as a fee that is paid for the collective bandwidth of the class. The classes are then sorted (Step 1404) based on these fees in decreasing order, with the class with the highest fee receiving the highest priority. Next, the surplus is set (Step 1406) to the total bandwidth available for allocation to the classes in the particular direction of communication Bandwidth then is allocated (Step 1408) to the classes as available from highest to lowest priority in an amount equal to the class' collective forecasted bandwidth, subject to the respective maximum collective bandwidth value for the class.

Both preferred method 1500 of FIGS. 15a and 15 b, and preferred method 1600 of FIGS. 16a and 16 b differ from the other methods 1100,1200,1300,1400 in that these two methods allocate bandwidth to the user classes in multiple allocation rounds. Method 1500 begins in FIG. 16a with the retrieval (Step 1502) of the collective forecasted bandwidths of the classes as well as a credit (C) that applies if a respective class does not receive up to a guaranteed maximum level of collective bandwidth. The classes are then prioritized (Step 1504) based on each class' respective credit in decreasing order, with those classes having higher credits being given priority over classes with lesser credits. Next, the surplus is set (Step 1506) to the total bandwidth available to the classes in the particular direction of communication. Bandwidth then is allocated (Step 1508) as available in a first round to the classes from highest to lowest priority. The allocation for each class in the first round is equal to the minimum of the collective forecasted bandwidth or the maximum collective bandwidth that is guaranteed, subject to the respective maximum collective bandwidth value for the class.

If any additional bandwidth is determined (Step 1510) to remain after the first allocation round, then the surplus is set to the additional bandwidth (Step 1514). Bandwidth then is allocated (Step 1516) as available to each class in the same class order. Assuming sufficient bandwidth remains available, the allocation in the second round brings each class' allocation up to the class' collective forecasted bandwidth subject to the class' respective maximum collective bandwidth value. Following the second allocation round, a determination is made (Step 1518) whether any remaining bandwidth exists and, if so, then the remaining bandwidth is allocated (Step 1522) to the classes proportional to each class' collective forecasted bandwidth, and subject to each class' respective maximum collective bandwidth value. The resulting class allocations are then recorded (Step 1524) in the Database Manager 90 as the bandwidth allowances of the classes. If it is determined that no bandwidth remains available in either of Step 1510 or Step 1518, then the class allocations are completed and are recorded in the Database Manager 90 in Steps 1512,1524, respectively.

Method 1600 of FIGS. 16a and 16 b differs from that of FIGS. 15a and 15 b only in that the sum of the collective forecasted bandwidths for all classes is calculated (Step 1602) and a determination is made (Step 1604) whether the sum exceeds the total bandwidth available for allocation to the classes. If the sum exceeds the total available bandwidth, then bandwidth is allocated (Step 1606) to each class in an amount equal to the collective forecasted bandwidth of the class, subject to the class' maximum guaranteed collective bandwidth, and less an amount thereof proportional to the total bandwidth shortfall. Thus, for example, if the sum of all collective forecasted bandwidths exceeds the total available bandwidth for allocation in an amount equal to 20% of all collective forecasted bandwidths, then each class is allocated bandwidth in an amount equal to the class' collective forecasted bandwidth (subject to the class' maximum guaranteed collective bandwidth), then less 20% thereof.

The information including fees, credits, guaranteed collective bandwidths, and respective maximum collective bandwidth values in the aforementioned preferred methods, is obtained from each CSLA and/or is predetermined by the Administrator 106, Carrier, or other entity. Moreover, this information is retrieved by the Bandwidth Allocator 92 from the Database Manager 90, which includes and maintains a CSLA table for each class as well as information regarding users associated therewith, as updated from time-to-time by the Administrator 106. Specifically, the information is configured and maintained through GUIs provided as part of the GUI & Report Generating Engine 94, and is preferably accessed by the Administrator 106 either directly or indirectly through the Internet 60. Alternatively, information is retrieved by the Bandwidth Allocator 92 from an external database maintained by the Administrator, Carrier, or other entity through an application program interface (API) incorporated into the external system interface layer 98 of the Bandwidth Allocator 92. The use of an external database is preferred, as it eliminates any duplicative maintenance of information otherwise maintained by the Database Manager 90 which must be synchronized with the external database, including periodic updating of class and user records in a timely fashion.

Regardless of the particular method or policies utilized by the Bandwidth Allocator 92, once class allocations have been determined, the Database Manager 90 is updated with the new class allocations. Then, for each class, allocations of bandwidth are made to the users in the class. Furthermore, allocations within each class may be made by different methods.

A first preferred method 1700 of prioritizing users and allocating bandwidth (whether upstream or downstream) by the Bandwidth Allocator 92 is illustrated in FIG. 17 and begins with the retrieval (Step 1702) of the forecasted bandwidth from the Database Manager 90 for all active users. Whether a user is active is determined by past bandwidth consumption of the user (or, alternatively, requested bandwidth for the user), as revealed by the user stats maintained by the Database Manager 90. All users are then prioritized (Step 1704) based on each user's forecast in increasing order, whereby users having lesser forecasted bandwidths will be prioritized over users having larger forecasted bandwidths. The “surplus” is then set (Step 1706) to the total allocated bandwidth of the class (i.e., the class' collective bandwidth allowance) in the particular direction of communication, and the entire bandwidth allowance of the class is then allocated (Step 1708) to each user in an amount equaling the forecasted bandwidth of the user subject to a respective maximum bandwidth value of the user. Preferably the respective maximum bandwidth value is determined either in the user's SLA, the respective CSLA of the class, or by the Carrier, Administrator 106, or other entity. Allocation of bandwidth to a user additionally is subject to the actual availability of bandwidth following previous allocations thereof to users with equal or higher priority.

Following allocations to all users, any bandwidth determined (Step 1710) to be remaining out of the total class allowance is then allocated equally (Step 1712) to the users subject to the respective maximum bandwidth value for each user. The new user allocations are then incorporated (Step 1714) into the DOC Network as the bandwidth allowances of the users.

The method 1800 illustrated in FIG. 18 is the same as that of FIG. 17, except that surplus bandwidth in the class, if any, is allocated (Step 1802) proportional to the forecasted bandwidths of the users in the class, again subject to each user's respective maximum bandwidth value.

The preferred method 1900 illustrated in FIG. 19 does not prioritize the users for purposes of allocation but, instead, treats all users equally. The method 1900 begins with the retrieval (Step 1902) of the forecasted bandwidth for each user in the class from the Database Manager 90. The surplus is then set to the total allocated bandwidth of the class in the particular direction of communication, and the sum of all forecasts of the users in the class is calculated (Step 1904). The total allocated bandwidth of the class then is allocated (Step 1906) to all users in the class proportional to the user's forecasted bandwidth, again subject to each user's respective maximum bandwidth value. The user allocations then are incorporated into the DOC Network (Step 1908) as the bandwidth allowances of the users.

The preferred method 2000 illustrated in FIG. 20 seeks to maximize revenues from fees (F) that are paid for bandwidth consumption by the users. The method 2000 begins with the retrieval (Step 2002) of the forecast for each user as well as a fee that is paid for bandwidth by each user. The users are then sorted (Step 2004) based on user fees in decreasing order, with the user paying the most for bandwidth receiving the highest priority. Next, the surplus is set (Step 2006) to the total allocated bandwidth of the class in the particular direction of communication. Bandwidth then is allocated (Step 2008) to the users in the class as available from highest to lowest priority in an amount equal to each user's forecasted bandwidth, and subject to the user's respective maximum bandwidth value.

Both preferred method 2100 of FIGS. 21a and 21 b, and preferred method 2200 of FIGS. 22a and 22 b differ from the other methods 1700,1800,1900,2000 in that these two methods allocate bandwidth to the users in multiple allocation rounds. Method 2100 begins in FIG. 21a with the retrieval (Step 2102) of the forecasted bandwidths of the users as well as a credit (C) that applies if a respective user does not receive up to a guaranteed maximum level of bandwidth. The users are then prioritized (Step 2104) based on each user's respective credit in decreasing order, with those users having higher credits being given priority over users with lesser credits. Next, the surplus is set (Step 2106) to the total allocated bandwidth of the class in the particular direction of communication. Available bandwidth then is allocated (Step 2108) as available in a first round to the users from highest to lowest priority. The allocation in the first round is equal to the minimum of the forecasted bandwidth or the maximum bandwidth that is guaranteed, subject to the respective maximum bandwidth value for each user.

If any additional bandwidth is determined (Step 2110) to remain after the first allocation round, then the surplus is set to the additional bandwidth (Step 2114). Bandwidth then is allocated (Step 2116) as available to each user in the same user order. Assuming sufficient bandwidth remains available, the allocation in the second round brings the user's allocation up to the user's forecasted bandwidth subject to the user's respective maximum bandwidth value. Following the second allocation round, a determination is made (Step 2118) whether any remaining bandwidth exists and, if so, then the remaining bandwidth is allocated (Step 2122) equally to the users, subject to each user's respective maximum bandwidth value. The resulting user allocations are then incorporated (Step 2124) into the DOC Network as the user bandwidth allowances. If it is determined that no bandwidth remains available in either of Step 2110 or Step 2118, then the user allocations are completed and are incorporated into DOC Network as the user bandwidth allowances in Steps 2112,2124, respectively.

Method 2200 of FIGS. 22a and 22 b differs from that of FIGS. 21a and 21 b only in that the sum of the forecasted bandwidths for all users is calculated (Step 2202) and a determination is made (Step 2204) whether the sum exceeds the total bandwidth available to the users. If the sum exceeds the total bandwidth that is available to the users, then the bandwidth is allocated (Step 2206) to each user in an amount equal to the forecasted bandwidth, subject to the user's maximum guaranteed bandwidth, and less an amount thereof proportional to the total bandwidth shortfall. Thus, for example, if the sum of all forecasted bandwidths exceeds the total allocated bandwidth in an amount equal to 20% of the sum of all the forecasted bandwidths, then each user is allocated bandwidth in an amount equal to the user's forecasted bandwidth (subject to the user's maximum guaranteed bandwidth), then less 20% thereof.

The information, including fees, credits, guaranteed bandwidths, and respective maximum bandwidth values in the aforementioned preferred methods, is obtained from each user's SLA and/or is predetermined by the Administrator 106, Carrier, or other entity. Moreover, this information is retrieved by the Bandwidth Allocator 92 from the Database Manager 90, which includes and maintains a user SLA table as well as a user billing table, as updated from time-to-time by the Administrator 106. Specifically, the information is configured and maintained through GUIs provided as part of the GUI & Report Generating Engine 94, and is preferably accessed by the Administrator 106 either directly or indirectly through the Internet 60. Alternatively, information is retrieved by the Bandwidth Allocator 92 from an external database maintained by the Administrator, Carrier, or other entity through an application program interface (API) incorporated into the external system interface layer 98 of the Bandwidth Allocator 92. The use of an external database is preferred for the SLA and user billing tables, as it eliminates any duplicative maintenance of information otherwise maintained by the Database Manager 90 which must be synchronized with the external database, including periodic updating of user records in a timely fashion.

Regardless of the particular method or policies utilized by the Bandwidth Allocator 92, once user allocations have been determined the respective DOC Network is updated with the user allocations as user bandwidth allowances for a particular time interval. Each user then utilizes bandwidth during the particular time interval in an amount that is less than, or equal to, that user's bandwidth allowance. Preferably, the DOC Network is updated at periodic intervals of between one to fifteen minutes and, preferably every five minutes. Furthermore, the periodic interval preferably corresponds to the scheduling of the Bandwidth Allocator 92 with regard to upstream transmissions.

With particular reference to FIG. 23, a preferred method 2300 of updating a DOC Network for a DOCSIS 1.0 compliant Cable Network is illustrated. The DOC Network is updated by incorporating (Step 2302) the user allocations as bandwidth allowances (i.e., bandwidth limits) into CM configuration files (MD-5 files) for the CMs of the respective users. As set forth above, each CM configuration file contains instructions for a respective CM that limits the actual bandwidth consumed by the CM in the upstream direction and in the downstream direction. The CM configuration files are then sent (Step 2304) by the Bandwidth Allocator 92 to a Trivial File Transfer Protocol (TFTP) Server of the DOC Network, which maintains CM configuration files for the CMs of the Cable Network. A command is also sent (Step 2306) to either of the CMs or the CMTS of the respective Cable Network causing the CMs to acquire and implement the CM configuration files maintained on the TFTP Server.

In addition to maintaining information regarding SLAs, and user billing data in the Database Manager 90, the GUI & Report Generating Engine 94 further enables the Administrator 106 to analyze the user stats updated by the Data Collector 88, including the generation of reports and graphs regarding, for example, network access usage of the users over time as well as user throughput rates vs. data loss rates similar to that shown in FIG. 10.

As now will readily be seen, the preferred methods and networks of the present invention described in detail above enable a Carrier to accommodate differing demands for instantaneous throughput by users competing for access across a shared communications medium. Indeed, Carriers now are able to continuously vary bandwidth consumption limits for each user between time intervals, either in accordance with fairness considerations, forecasted network access usage of the users, or under provisions governing network access agreed upon between users and the Carriers.

Additionally, it will now be evident that the present invention gives rise to new business models that may be implemented by Carriers for providing network access to users and, in particular, to new ways of constructing SLAs, which is also considered part of the present invention.

For example, Carriers now can offer a guaranteed minimum level of network access to a user that is constant throughout the day or week, or a guaranteed minimum level of network access that varies depending upon considerations such as the time of day or the day of week. Carriers also now can offer a guaranteed minimum level of network access with a guaranteed maximum level of network access provided as needed in accordance with a target probability. Furthermore, not only do these customizable SLAs provide users with greater options for improving performance levels of applications and services that utilize the Shared Access Carrier Networks, but they further enable Carriers to differentiate between users in charging for network access, thereby allowing Carriers to differentiate revenue streams for maximization of revenues.

The present invention also enables Carriers to offer “dynamic SLAs” to users. The term “dynamic SLA” refers to a SLA that can be modified by a user as the user's demand for network access significantly changes, whether such modification is permanent or temporary. In this regard, and in accordance with a preferred method 2600 of the present invention as illustrated in FIG. 26, a Carrier monitors (Step 2602) network access usage by users of a Shared Access Carrier Network and determines (Step 2604), for each user based on network access usage, whether a SLA provision other than those found in the user's current SLA would better meet the user's needs. This determination is made by comparing the user's throughput, bandwidth consumption, and/or bandwidth requested for a predetermined period of time against a set of threshold values, including any guaranteed level of network access provided for in the user's SLA as well as any minimum QoS standard that are deemed necessary for user satisfaction by the Administrator 106, Carrier, or other entity. Thus, if the user's level of throughput, bandwidth consumption, and/or bandwidth requested for the predetermined time interval differs by a predetermined tolerance from a respective minimum threshold value, then the user is identified (Step 2606) as a “candidate” for modifying the SLA. A similar process alternatively is used, wherein the user's forecasted bandwidth is compared to the threshold values and, if the difference exceeds a predetermined tolerance, then the user is deemed a candidate for modifying the user's SLA.

Once users have been identified as candidates, the candidates are filtered by screening (Step 2608) the candidates against a list of users for which solicitations are not to be made. Those candidates passing the screening are then invited (Step 2610) to modify their respective SLAs. The solicitation of the user preferably is performed via email, instant messaging, redirection of the user's web browser to a solicitation web page, generation and mailing of solicitation literature via U.S. mail, telemarketing, or other means of communication. The solicitation includes an invitation for the user to modify the user's SLA by increasing for a fee the minimum level of network access guaranteed to the user. The solicitation preferably also includes an invitation to make the modification permanent, or to make the modification only temporary and for a specific period of time.

Thus, for example, if a user is identified as having a high usage pattern at recurrent periods of time (such as every Saturday night when a particular webcast is viewed, or when an Internet game is played), then the user automatically is solicited with an invitation via instant messaging on the following Saturday night to increase the user's guaranteed network access for that night, for a predetermined number of following Saturday nights, and/or for every Saturday night.

Acceptance of the invitation by each user results in the modification (Step 2612) of the user's SLA for the appropriate period of time by increasing the level of network access the user is guaranteed (and/or the user's respective maximum bandwidth value, depending upon the policies used). The solicited modification to the user's SLA is updated in the SLA database, which is then used during user prioritization and allocation of bandwidth by the Bandwidth Allocator 92. The resulting higher bandwidth allowance should enhance the user's experience and overall satisfaction with the Carrier Network. In particular, the higher bandwidth (greater network access) should enhance the viewing of the webcast or the playing of the Internet game.

On the other hand, SLAs for which users decline solicitations are not modified. Furthermore, if deemed appropriate, users declining a solicitation are recorded in the list against which candidates are screened.

Preferably, the Bandwidth Allocator 92 analyzes the user stats maintained by the Database Manager 90, identifies those users that are candidates for SLA modification, and initiates the solicitation of such candidates. Information for each user's SLA for comparison with the user's stats automatically is obtained either from the Database Manager 90, or from an external database maintained by the Administrator 106, Carrier, or other entity. Furthermore, the Bandwidth Allocator 92 preferably performs this analysis for solicitation on a regularly scheduled basis.

In addition to such solicitations, a user of course may request a change in the level of network access guaranteed without having to receive first a solicitation. Furthermore, the user may request that the change be for a temporary period of time such that, for example, the change is reversed after only a few hours, which would cover a viewing of a particular webcast or the playing of a particular Internet game beginning at the time of the request.

In view of the foregoing detailed description of the preferred embodiments and methods of the present invention, it readily will be understood by those persons skilled in the art that the present invention is susceptible of broad utility and application. Many embodiments and adaptations of the present invention other than those herein described, as well as many variations, modifications, and equivalent arrangements, will be apparent from or reasonably suggested by the present invention and the foregoing description thereof, without departing from the substance or scope of the present invention. Accordingly, while the present invention has been described herein in detail in relation to preferred embodiments, it is to be understood that this disclosure only is illustrative and exemplary of the present invention and is made merely for purposes of providing a full and enabling disclosure of the invention. The foregoing disclosure is not intended nor is to be construed to limit the present invention or otherwise to exclude any such other embodiments, adaptations, variations, modifications and equivalent arrangements, the present invention being limited only by the claims appended hereto and the equivalents thereof.

Thus, for example, it will be apparent that, while preferred embodiments of the present invention have been described in the context of doc networks (including either a network of all coaxial cable, or a HFC network), the present invention nevertheless relates to any other network (whether wireline or wireless) wherein competing users share access across a shared communications medium including, for example, home networks and small networks in mass transit vehicles. 

What is claimed is:
 1. A method of providing network access across a shared communications medium between at least four competing users, with at least a first pair of users being grouped within a first class and at least a second pair of different users being grouped within a second class, comprising the steps of: (a) determining class and user allowances of network access for a first time interval by allocating network access to each user class for a first future time interval and, for each user class, allocating network access to each user within the class for the first time interval, (b) providing network access to each user during the first time interval such that no user receives more network access than that user's allowance and no class receives more collective network access than that class network allowance; (c) determining class and user allowances of network access for a second time interval by allocating network access to each user class for a second future time interval succeeding the first time interval and, for each user class, allocating network access to each user for the second time interval, the allocated network access for the second time interval for at least one user differing from that user's allocated network access for the first time interval; and (d) providing network access to each user during the second time interval such that no user receives more network access than that user's allowance and no class receives more collective network access than that class network allowance; (e) wherein said step of determining class and user allowances of network access for a first time interval by allocating network access includes, (i) monitoring network access usage by each user, (ii) forecasting collective network access usage by each user class during a future time interval based on said step of monitoring network access usage by each user, and (iii) prioritizing the user classes for the allocating of the network access.
 2. The method of claim 1, wherein for at least one class the allocated network access for the first time interval for each user differs from the allocated network access for the second time interval for that user.
 3. The method of claim 1, wherein for each class the allocated network access for the first time interval for each user differs from the allocated network access for the second time interval for that user.
 4. The method of claim 1, wherein the collective network access allocated to each class for the first time interval differs from the collective network access allocated to each class for the second time interval.
 5. The method of claim 1, further comprising requesting a minimum level of network access for a user for utilization during the first future time interval, and wherein said allocating network access to such user for the first future time interval comprises setting the level of network access allocated to such user to an amount equal to or greater than the requested minimum level.
 6. The method of claim 5, wherein said allocating network access to such user for the second future time interval comprises setting the level of network access allocated to such user to an amount less than the requested minimum level for the first time interval.
 7. The method of claim 1, wherein each of the first future time interval and the second future time interval has a period of between one minute and sixty minutes.
 8. The method of claim 1, wherein network access comprises bandwidth across the shared communications medium for consumption by each user in conveying data of the user.
 9. The method of claim 1, further comprising the step of tracking network access usage for each user class.
 10. The method of claim 1, wherein said step of monitoring network access usage by each user includes collecting data representative of logical data units transmitted from and to each user during a past time interval.
 11. The method of claim 1, further comprising tracking logical data units transmitted from and to each user class during a past time interval.
 12. The method of claim 1, wherein said step of monitoring network access usage includes collecting data representative of the number of logical data units of the user that are dropped during a past time interval.
 13. The method of claim 1, further comprising tracking the number of logical data units that are dropped for each user class during a past time interval.
 14. The method of claim 1, wherein said step of monitoring network access usage includes collecting data representative of the number of logical data units of the user that are requested to be transmitted in an upstream direction during a past time interval.
 15. The method of claim 1, further comprising tracking the number of logical data units of each user class that are requested to be transmitted in an upstream direction during a past time interval.
 16. The method of claim 1, wherein the shared communications medium is part of a Cable Network and the shared communications medium comprises a coaxial cable.
 17. The method of claim 1, wherein the shared communications medium is part of a Shared Access Carrier Network comprises a wireless network.
 18. The method of claim 1, further comprising prioritizing the users for allocating network access.
 19. The method of claim 1, wherein said prioritizing of the user classes is based on fairness considerations.
 20. The method of claim 19, wherein the user classes are prioritized based on collective user throughput during a past time interval, with a user class with lesser collective user throughput receiving priority over a user class with greater collective user throughput.
 21. The method of claim 19, wherein the user classes are prioritized based on collective data loss for each user class during a past time interval, with a user class with greater collective data loss having priority over a user class with lesser collective data loss.
 22. The method of claim 19, wherein the user classes are prioritized based on collective network access usage for a particular time of day, with a user class with lesser collective network access usage for the particular time of day receiving priority over a user class with greater collective network access usage for the particular time of day.
 23. The method of claim 19, wherein the user classes are prioritized based on both collective user throughput for the class and collective data loss of the users for the class during a time interval.
 24. The method of claim 19, wherein user classes are prioritized based on an established minimum quality of service (QoS) standard.
 25. The method of claim 1, wherein said step of prioritizing is based on class service level agreements (CSLAs) for at least two user classes regarding the provision of network access to each respective class.
 26. The method of claim 25, further comprising the step of tracking network access usage by each user class.
 27. The method of claim 26, wherein each CSLA specifies a respective minimum level of collective network access for the respective users therein, and said step of prioritizing includes comparing said monitored network access usages for the user classes with the specified respective minimum levels of collective network access therefor, and awarding priority to a user class when said monitored network access usage for such user class falls below the specified respective minimum level of collective network access for such class.
 28. The method of claim 26, wherein each CSLA specifies a respective time-of-day (TOD) minimum level of collective network access for the respective users therein, and said step of prioritizing includes comparing said monitored network access usages for such user classes during the specified respective TOD with the specified respective TOD minimum levels of collective network access, and awarding priority to a user class when said monitored network access usage during the specified respective TOD for such user class falls below the specified respective TOD minimum level of collective network access of such user class.
 29. The method of claim 26, wherein each CSLA specifies a respective minimum level of collective network access up to a maximum burstable level with target probability for the respective users therein, and said step of prioritizing includes comparing for each user class said monitored network access usage both with the respective minimum level of collective network access and with the respective maximum burstable level of collective network access, and comparing the instances the respective maximum level of network access were obtained out of all instances the respective maximum level of network access could have been utilized.
 30. The method of claim 26, wherein each CSLA provides a respective fee for collective network access usage, and said step of prioritizing comprises sorting such user classes based on each class' respective fee in decreasing order, with a user class with a higher fee receiving priority over a user class with a lesser fee.
 31. The method of claim 26, wherein each CSLA provides a respective credit for a level of collective network access falling below a respective guaranteed level for the user class, and said step of prioritizing comprises sorting such user classes based on each class' respective credit in decreasing order, with a user class with a higher credit receiving priority over a user class with a lower credit.
 32. The method of claim 26, wherein each CSLA specifies a respective minimum level of collective network access for the user class, and said step of allocating network access comprises setting the respective level of collective network access of the user class equal to the class' specified respective minimum level of collective network access.
 33. The method of claim 1, wherein said step of forecasting network access usage of each user comprises applying an adaptive-response-rate single exponential smoothing function and a Holt-Winters' seasonal exponential smoothing function to said monitored network access usages of each user.
 34. The method of claim 1, wherein said step of forecasting comprises summing within each class a forecasted network access usage of each user.
 35. The method of claim 34, wherein said step of allocating network access to each user class comprises setting the respective levels of network access of the user classes proportional to each class' forecasted network access usage.
 36. The method of claim 34, further comprising the step of prioritizing the user classes for allocating network access.
 37. The method of claim 36, wherein said prioritizing is based on each class' forecasted network access usage.
 38. The method of claim 36, wherein said user classes are prioritized in increasing order of each class' forecasted network access usage, with a user class with a lesser forecasted network access usage receiving priority over a user class with a greater forecasted network access usage.
 39. The method of claim 36, wherein said step of allocating network access comprises setting the respective levels of network access equal to each class' forecasted network access usage, and then allocating any remaining network access to the user classes proportional to the number of users within each class.
 40. The method of claim 36, wherein said step of allocating network access comprises setting the respective levels of network access equal to each class' forecasted network access usage, and then allocating any remaining network access to the user classes proportionally based on each class' forecasted network access usage.
 41. The method of claim 1, wherein said step of prioritizing is based on class service level agreements (CSLAs) regarding the provision of collective network access.
 42. The method of claim 41, further comprising the step of monitoring collective network access usage of each class.
 43. The method of claim 42, wherein CSLAs specify respective minimum levels of collective network access for classes, and said step of prioritizing includes comparing said monitored network access usages for such classes with the specified respective minimum levels of collective network access, and awarding priority to a class when said respective monitored network access usage for such class falls below the class' specified respective minimum level of collective network access.
 44. The method of claim 42, wherein CSLAs specify respective time-of-day (TOD) minimum levels of collective network access for classes, and said step of prioritizing includes comparing said monitored network access usages for such classes during the specified respective TOD with the specified respective TOD minimum levels of collective network access, and awarding priority to a class when said monitored network access usage during the specified respective TOD for such class falls below the class' specified respective TOD minimum level of collective network access.
 45. The method of claim 42, wherein CSLAs specify respective minimum levels of collective network access up to a maximum burstable levels with target probability for classes, and said step of prioritizing includes comparing said monitored network access usage for each such class both with the respective minimum levels of collective network access and with the respective maximum burstable levels of collective network access, and comparing the instances the respective maximum levels of collective network access were obtained for each such class out of all instances the respective maximum levels of collective network access could have been utilized.
 46. The method of claim 42, wherein CSLAs provide respective fees for collective network access usage of classes, and said step of prioritizing comprises sorting such classes based on each class' respective fee in decreasing order, with a class with a higher fee receiving priority over a class with a lower fee.
 47. The method of claim 42, wherein CSLAs provide respective credits for levels of collective network access below respective guaranteed levels for classes, and said step of prioritizing comprises sorting such classes based on each class' respective credit in decreasing order, with a class with a higher credit receiving priority over a class with a lower credit.
 48. The method of claim 42, wherein CSLAs specify respective minimum levels of collective network access for classes, and said step of allocating network access comprises setting the allocations of collective network access for such classes equal to each class' specified respective minimum level of collective network access. 